clinical decision making

临床决策
  • 文章类型: Journal Article
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  • 文章类型: Journal Article
    目的:探讨和描述急性护理护士在现实世界临床环境中识别和应对患者临床状态改善的决定。
    方法:描述性研究。
    方法:在护患互动过程中,分别观察了澳大利亚一家大型大都市医院的9名内科护士和11名外科护士,并在访谈中进行了随访,以描述他们在观察到的决策背后的推理和临床判断。对观察和访谈的口头描述进行记录和转录。使用自反性主题分析来分析数据。
    结果:根据数据构建的三个主题如下:护士登记;护士对改善做出判断;护士决定最好的人做出回应。急性护理护士根据与临床状态改善相关的预测安全风险做出有针对性的评估决策。使用主观和客观线索来评估和判断患者的改善。急性护理护士对患者安全的判断和促进以患者为中心的护理的愿望指导他们选择合适的人来管理改进。
    结论:这项研究的结果表明,经证实的急性护理护士应对病情恶化的决策的安全性益处延伸到患者临床状态的改善。为了改进,急性护理护士的决定保护患者免受伤害,促进康复。
    结论:对改善的早期认识和反应使急性护理护士能够保护患者免受不必要治疗的风险并促进康复。
    结论:这项研究使明确的护士在识别和应对患者临床状态的改善方面发挥了重要的安全作用。医疗保健政策和教育必须反映对恶化和改善的评估和管理的同等重要性,以确保患者得到保护并获得安全护理。
    OBJECTIVE: To explore and describe acute care nurses\' decisions to recognise and respond to improvement in patients\' clinical states as they occurred in the real-world clinical environment.
    METHODS: A descriptive study.
    METHODS: Nine medical and eleven surgical nurses in a large Australian metropolitan hospital were individually observed during nurse-patient interactions and followed up in interview to describe their reasoning and clinical judgements behind observed decisions. Verbal description of observations and interviews were recorded and transcribed. Reflexive thematic analysis was used to analyse the data.
    RESULTS: The three themes constructed from the data were as follows: nurses checking in; nurses reaching judgements about improvements; and nurses deciding on the best person to respond. Acute care nurses made targeted assessment decisions based on predicted safety risks related to improvement in clinical states. Subjective and objective cues were used to assess for and make judgements about patient improvement. Acute care nurses\' judgment of patient safety and a desire to promote patient centred care guided their decisions to select the appropriate person to manage improvement.
    CONCLUSIONS: The outcomes of this research have demonstrated that the proven safety benefits of acute care nurses\' decision making in response to deterioration extend to improvement in patients\' clinical states. In response to improvement, acute care nurses\' decisions protect patients from harm and promote recovery.
    CONCLUSIONS: Early recognition and response to improvement enable acute care nurses to protect patients from risks of unnecessary treatment and promote recovery.
    CONCLUSIONS: This study makes explicit nurses\' essential safety role in recognising and responding to improvement in patients\' clinical states. Healthcare policy and education must reflect the equal importance of assessment for and management of deterioration and improvement to ensure patients are protected and provided with safe care.
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  • 文章类型: Journal Article
    目的:口服葡萄糖耐量试验是澳大利亚和国际指南中检测妊娠期糖尿病的“金标准”。在区域内完成测试,农村和偏远地区可能低至50%。我们探讨了区域,农村和偏远产前临床医生提供妊娠期糖尿病筛查,以更好地了解低口服葡萄糖耐量试验的完成情况。
    方法:我们使用半结构化访谈进行了定性的描述性研究。符合研究条件的参与者是在地区提供产前护理的医生或助产士,农村和偏远的西澳大利亚,2019年8月至2020年11月。访谈以数字方式记录并转录为Word文档。我们通过研究团队参与的研讨会对主题进行了初步分类和演绎后,进行了主题分析。
    结果:我们发现口服葡萄糖耐量试验检测妊娠期糖尿病的可靠性存在多种观点。出现的主题是:成功筛查需要产前临床医生之间的良好合作;使用各种测试在整个怀孕期间进行筛查;临床医生为解决障碍做出了重大努力;临床医生优先考虑治疗关系。
    结论:在区域内对妊娠期糖尿病进行有效的普遍筛查,农村和偏远的西澳大利亚州在实践中比指南所暗示的要困难和复杂。检测妊娠糖尿病需要创造性的解决方案,早期识别处于危险中的妇女以及临床医生和妇女之间的信任和合作。那又怎样?:在区域内检测到妊娠糖尿病,农村和偏远的西澳大利亚仍然很难完成。需要新的策略来充分识别妊娠中存在与高血糖相关的不良分娩结局风险的妇女。
    OBJECTIVE: The oral glucose tolerance test is the \'gold standard\' for detecting gestational diabetes in Australian and International guidelines. Test completion in regional, rural and remote regions may be as low as 50%. We explored challenges and enablers for regional, rural and remote antenatal clinicians providing gestational diabetes screening to better understand low oral glucose tolerance test completion.
    METHODS: We conducted a qualitative descriptive study using semi-structured interviews. Participants eligible for the study were doctors or midwives providing antenatal care in regional, rural and remote Western Australia, between August 2019 and November 2020. Interviews were recorded digitally and transcribed into a Word document. We conducted a thematic analysis after initial categorisation and deduction of themes through workshops involving the research team.
    RESULTS: We found a diversity of viewpoints on oral glucose tolerance test reliability for detecting gestational diabetes. Themes that emerged were; good collaboration between antenatal clinicians is required for successful screening; screening occurs throughout pregnancy using various tests; clinicians make significant efforts to address barriers; clinicians prioritise therapeutic relationships.
    CONCLUSIONS: Effective universal screening for gestational diabetes in regional, rural and remote Western Australia is difficult and more complex in practice than guidelines imply. Detecting gestational diabetes requires creative solutions, early identification of at risk women and trust and collaboration between clinicians and women. SO WHAT?: Detection of gestational diabetes in regional, rural and remote Western Australia remains poorly completed. New strategies are required to adequately identify women at risk of adverse birth outcomes relating to hyperglycaemia in pregnancy.
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  • 文章类型: Journal Article
    背景:护士做出有效临床决策的能力是可以影响治疗质量的最重要因素。然而,几个因素会影响护理和助产专业学生做出有效临床决策的能力。
    目的:本研究旨在确定约旦COVID-19大流行后可能影响护士临床决策以及患者预后的混杂因素。
    方法:本研究采用描述性横断面设计。通过目的性抽样,向269名护理和助产专业学生分发了在线自我管理问卷,其中224人完成了调查问卷。有效可靠的护理决策工具,由24个项目组成,被用来收集数据,并采用描述性统计和简单线性回归进行数据分析。数据收集自2022年11月至12月底。
    结果:在受访者中,72.8%为女性,平均年龄为20.79岁(SD=1.44)。绝大多数受访者(94.6%)未婚,74.1%攻读护理学位。简单线性回归分析显示,临床决策与平均每天6h的社交媒体使用呈负相关(β=-0.085)。此外,与女护生相比,男护生的临床决策得分较低(β=-0.408)。
    结论:社交媒体使用和性别对护理和助产专业学生的临床决策有相当大的影响。因此,影响护士临床决策的混杂因素,应实施解决这些因素的战略。
    BACKGROUND: The ability of a nurse to make effective clinical decisions is the most important factor that can affect the treatment quality. However, several factors can affect the ability of nursing and midwifery students to make effective clinical decisions.
    OBJECTIVE: This study aims to identify the confounding factors that may affect the clinical decision making of nurses and thus patient outcomes after the COVID-19 pandemic in Jordan.
    METHODS: A descriptive cross-sectional design was employed in this study. An online self-administered questionnaire was distributed to 269 nursing and midwifery students selected through purposive sampling, 224 of whom completed the questionnaire. The valid and reliable nursing decision-making instrument, which consisted of 24 items, was employed to gather the data, and descriptive statistics and simple linear regression were employed for the data analysis. Data was collected from November to the end of December 2022.
    RESULTS: Among the respondents, 72.8% were female, and the average age was 20.79 years (SD = 1.44). The vast majority of the respondents (94.6%) was unmarried, and 74.1% were pursuing a nursing degree. The simple linear regression analysis showed that clinical decision making had a negative and significant relationship with social media usage of an average of 6 h a day (β=-0.085). Moreover, the male nursing students obtained lower clinical decision-making scores (β= -0.408) compared with the female nursing students.
    CONCLUSIONS: Social media usage and gender have a considerable effect on the clinical decision making of the nursing and midwifery students. Therefore, the confounding factors that can affect the clinical decision making of nurses should be discussed further, and strategies to address such factors should be implemented.
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  • 文章类型: Journal Article
    背景:在医院环境中,虚弱是一个重要的风险因素,但在临床实践中难以衡量。我们建议使用德国南部三级护理教学医院的常规数据,对现有的基于诊断的虚弱评分进行重新加权。
    方法:数据集包括患者特征,例如性别,年龄,主要和次要诊断和住院死亡率。根据这些信息,我们重新计算现有的医院衰弱风险评分.该队列包括年龄≥75的患者,并分为发展队列(2011年至2013年,N=30,525)和验证队列(2014年,N=11,202)。在2022年整个德国(N=491,251),在包含年龄≥75的住院病例的第二个验证队列中也进行了有限的外部验证。在发展队列中,LASSO回归分析用于选择最相关的变量,并为德语设置生成重新加权的脆弱评分。使用接受者工作特征曲线下面积(AUC)评估鉴别。进行校准曲线的可视化和决策曲线分析。使用逻辑回归模型评估了加权脆弱评分在非老年人口中的适用性。
    结果:在109例与虚弱相关的诊断中,虚弱评分的重新加权仅包括53例,并且比评分的初始加权具有更好的辨别能力(AUC=0.89vs.AUC=0.80,验证队列中p<0.001)。校准曲线显示基于分数的预测与实际观察到的死亡率之间的良好一致性。2022年在整个德国(N=491,251)使用年龄≥75岁的住院病例进行的其他外部验证证实了有关辨别和校准的结果,并强调了重新加权的脆弱评分的地理和时间有效性。决策曲线分析表明,重新加权评分作为一般决策支持工具的临床实用性优于初始版本的评分。对重新加权脆弱评分在非老年人群中的适用性的评估(N=198,819)表明,歧视优于初始版本的评分(AUC=0.92vs.AUC=0.87,p<0.001)。此外,我们观察到重新加权脆弱评分对住院死亡率的年龄稳定影响,这对女性和男性来说没有很大的不同。
    结论:我们的数据表明,重新加权的衰弱评分优于原始的衰弱评分,有住院死亡风险的虚弱患者。因此,我们建议在德国住院设置中使用重新加权的脆弱评分.
    BACKGROUND: In the hospital setting, frailty is a significant risk factor, but difficult to measure in clinical practice. We propose a reweighting of an existing diagnoses-based frailty score using routine data from a tertiary care teaching hospital in southern Germany.
    METHODS: The dataset includes patient characteristics such as sex, age, primary and secondary diagnoses and in-hospital mortality. Based on this information, we recalculate the existing Hospital Frailty Risk Score. The cohort includes patients aged ≥ 75 and was divided into a development cohort (admission year 2011 to 2013, N = 30,525) and a validation cohort (2014, N = 11,202). A limited external validation is also conducted in a second validation cohort containing inpatient cases aged ≥ 75 in 2022 throughout Germany (N = 491,251). In the development cohort, LASSO regression analysis was used to select the most relevant variables and to generate a reweighted Frailty Score for the German setting. Discrimination is assessed using the area under the receiver operating characteristic curve (AUC). Visualization of calibration curves and decision curve analysis were carried out. Applicability of the reweighted Frailty Score in a non-elderly population was assessed using logistic regression models.
    RESULTS: Reweighting of the Frailty Score included only 53 out of the 109 frailty-related diagnoses and resulted in substantially better discrimination than the initial weighting of the score (AUC = 0.89 vs. AUC = 0.80, p < 0.001 in the validation cohort). Calibration curves show a good agreement between score-based predictions and actual observed mortality. Additional external validation using inpatient cases aged ≥ 75 in 2022 throughout Germany (N = 491,251) confirms the results regarding discrimination and calibration and underlines the geographic and temporal validity of the reweighted Frailty Score. Decision curve analysis indicates that the clinical usefulness of the reweighted score as a general decision support tool is superior to the initial version of the score. Assessment of the applicability of the reweighted Frailty Score in a non-elderly population (N = 198,819) shows that discrimination is superior to the initial version of the score (AUC = 0.92 vs. AUC = 0.87, p < 0.001). In addition, we observe a fairly age-stable influence of the reweighted Frailty Score on in-hospital mortality, which does not differ substantially for women and men.
    CONCLUSIONS: Our data indicate that the reweighted Frailty Score is superior to the original Frailty Score for identification of older, frail patients at risk for in-hospital mortality. Hence, we recommend using the reweighted Frailty Score in the German in-hospital setting.
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  • 文章类型: Journal Article
    悲惨的COVID-19大流行影响了全世界许多儿童。在可能影响包括COVID-19在内的病毒感染过程的因素中,目前尚不确定特应性疾病是否具有保护作用或易感作用。该研究旨在通过调查克尔曼特应性儿童中COVID-19的患病率和严重程度来解决知识差距,2022年。克尔曼医科大学对有特应性病史的儿童进行了描述性分析的横断面研究。人口统计信息,特应性(包括过敏性鼻炎,高反应性气道疾病(HRAD)或哮喘,湿疹,荨麻疹,过敏反应,和食物过敏),COVID-19感染史,记录疾病严重程度。共有1007名儿童和青少年,(男生:56.4%,女生:43.6%,年龄:5.61±2.64岁)纳入研究。53.5%的COVID-19感染史呈阳性,75.9%的病例表现出轻度疾病严重程度。过敏的频率是HRAD或哮喘(67.2%),过敏性鼻炎(42.6%),食物过敏(27.4%)。在HRAD或哮喘患者中,COVID-19病例的频率明显较高,而食物过敏患者的比例明显较低,过敏反应,还有湿疹.在特应性个体中,过敏性鼻炎患者的COVID-19严重程度明显较低,而在食物过敏个体中观察到相反的趋势。本研究揭示了儿科患者中特应性和COVID-19的关系。似乎特定类型的异常可能会对COVID-19感染的风险和严重程度产生不同的影响。更好地了解这些关联可以为弱势儿科人群的临床管理和预防措施提供信息。
    The tragic COVID-19 pandemic affected many children worldwide. Among the factors that may influence the course of viral infections including COVID-19, it is still uncertain whether atopy has a protective or predisposing role. The study aims to address the knowledge gap by investigating the prevalence and severity of COVID-19 among atopic children in Kerman, in 2022. A descriptive-analytical cross-sectional study on children with a history of atopy was performed in Kerman Medical University. Demographic information, type of atopy (including allergic rhinitis, Hyper-Reactive Airway Disease (HRAD) or asthma, eczema, urticaria, anaphylaxis, and food allergy), history of COVID-19 infection, and disease severity were recorded. A total of 1007 children and adolescents, (boys: 56.4%, girls: 43.6%, age:5.61±2.64 years) were included in the study. History of COVID-19 infection was positive in 53.5%, with 75.9% of the cases exhibiting mild disease severity. The frequency of atopies was HRAD or asthma (67.2%), allergic rhinitis (42.6%), and food allergy (27.4%). The frequency of COVID-19 cases was significantly higher among patients with HRAD or asthma, whereas it was significantly lower among those with food allergies, anaphylaxis, and eczema. Among atopic individuals, COVID-19 severity was significantly lower in those with allergic rhinitis, while the opposite trend was observed among food-allergic individuals. This study sheds light on the relationship between atopy and COVID-19 among pediatric patients. It seems specific types of atopies may influence the risk and severity of COVID-19 infection differently. A better understanding of these associations can inform clinical management and preventive measures for vulnerable pediatric populations.
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  • 文章类型: Journal Article
    在心源性休克患者中从VAECMO的断奶和释放包括需要在多个临床参数之间进行连续权衡的复杂过程。在没有专门的国际准则的情况下,我们假设ECMO中心之间的断奶实践存在很大的异质性,物流,案例负载和个人专业经验。这项定性研究的重点是评估临床医生在心源性休克后从VAECMO中解放出来的决策过程中的偏好,同时在4家大型医院中使用焦点小组访谈。目标是在日常临床断奶实践中提供新颖而独特的见解。不出所料,我们发现我们在中心和专业人士之间的断奶策略有很大的异质性,尽管参与者似乎在评估床边ECMO释放可行性的临床简单方法中找到了共同点.这表现在对健壮的偏好中,容易获得的参数,如动脉脉压,稳定心脏指数≥2.1L/min,VTILVOT和“目测”LVEF。
    Weaning and liberation from VA ECMO in cardiogenic shock patients comprises a complex process requiring a continuous trade off between multiple clinical parameters. In the absence of dedicated international guidelines, we hypothesized a great heterogeneity in weaning practices among ECMO centers due to a variety in local preferences, logistics, case load and individual professional experience. This qualitative study focused on the appraisal of clinicians\' preferences in decision processes towards liberation from VA ECMO after cardiogenic shock while using focus group interviews in 4 large hospitals. The goal was to provide novel and unique insights in daily clinical weaning practices. As expected, we found we a great heterogeneity of weaning strategies among centers and professionals, although participants appeared to find common ground in a clinically straightforward approach to assess the feasibility of ECMO liberation at the bedside. This was shown in a preference for robust, easily accessible parameters such as arterial pulse pressure, stable cardiac index ≥2.1 L/min, VTI LVOT and \'eyeballing\' LVEF.
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  • 文章类型: Journal Article
    背景:可切除喉癌的主要治愈性治疗包括手术和放化疗。其他治疗方案包括放疗,放化疗,喉部分切除术,和全喉切除术.喉保留治疗(喉部分切除术,放射治疗,和放化疗)建议在早期病例中,尽管在晚期病例中需要全喉切除术。这里,我们评估了治疗策略的趋势,并确定了决策中重要的因素.
    方法:我们对日本的电子病历数据进行了回顾性分析。我们的分析包括2014年1月至2018年12月期间收治的住院喉癌患者。主要结果是初始治疗。
    结果:共有363名患者(平均年龄71.8±9.5,男/女=333/30)符合纳入标准。其中,10.1%的患者接受全喉切除术治疗,而17.9%的人接受了部分切除,65.8%接受放疗(放化疗),6.1%没有治疗。大多数T1-2例(96.9%)采用保留喉治疗,40%的T3癌患者接受全喉切除术(校正比值比26.7[95%CI,9.29-91.6]).在接受治疗的T3癌症中,只有26.7%的≤65岁患者进行了全喉切除术,但超过50%的年龄>65岁。
    结论:这项回顾性研究表明,在大多数T1-2病例中使用了保留喉的治疗方法,提示T分期是影响喉癌治疗决策的最重要因素。患有T3疾病的老年患者倾向于接受全喉切除术,年龄是T3喉癌病例决策过程中的重要因素。
    BACKGROUND: Primary curative treatment of resectable laryngeal cancer includes surgery and chemoradiotherapy. Other treatment options include radiotherapy, chemoradiotherapy, partial laryngectomy, and total laryngectomy. Larynx-preserving treatments (partial laryngectomy, radiotherapy, and chemoradiotherapy) are recommended in early stage cases, although total laryngectomy is needed in advanced cases. Here, we evaluated trends in treatment strategies and identified the factors that are important in decision making.
    METHODS: We performed a retrospective analysis of data acquired from electronic medical records in Japan. Hospitalized laryngeal cancer patients admitted between January 2014 and December 2018 were included in our analyses. The primary outcome was the initial treatment.
    RESULTS: A total of 363 patients (mean age 71.8 ± 9.5, male/female = 333/30) met the inclusion criteria. Of these, 10.1% of the patients were treated with total laryngectomy, while 17.9% underwent partial resection, 65.8% received radiotherapy (chemoradiotherapy), and 6.1% had no treatment. Larynx-preserving treatment was used in most T1-2 cases (96.9%), and 40% of the patients with T3 cancer underwent total laryngectomy (adjusted odds ratio 26.7 [95% CI, 9.29-91.6]). Of the T3 cancers that were treated, total laryngectomy was performed in only 26.7% of patients aged ≤65 years, but in more than 50% of those aged >65 years.
    CONCLUSIONS: This retrospective study showed that larynx-preserving treatments were used in most T1-2 cases, and suggested that T stage is the most important factor affecting decision making in the treatment of laryngeal cancer. Older patients with T3 disease tended to undergo total laryngectomy, and age is an important factor in the decision-making process for cases of T3 laryngeal cancer.
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  • 文章类型: Journal Article
    目的:对初级护理护士在治疗慢性伤口过程中的信息获取过程和临床决策过程进行全面调查。
    方法:基于场景的大声思考方法,丰富了信息处理理论的整合。这项研究是在位于[占位符]的家庭护理机构的框架内进行的。初级保健护士队列(n=10),每个人都有至少一年的护理经验,是通过三个家庭护理机构的合作招募的。
    方法:访谈采用两种现实生活中的临床实践场景,研究人员采用患者或其他临床医生的角色来增强思考过程的真实性。每次大声思考的会议都通过随后的后续采访迅速成功。遵循报告定性研究清单的合并标准,以确保研究报告的一致性和完整性。
    结果:在明显的变化中,一个明显的模式浮出水面,划分三个连续概念:1.收集总体信息,2.收集和记录特定于伤口的数据,and3.解释信息以制定伤口治疗策略。这些概念包括与利益相关者的合作讨论,而伤口治疗策略的细化在概念2和3中交织在一起。
    结论:在慢性伤口护理临床决策中发现了明显的差异,无论教育背景或经验。这些见解有可能为慢性伤口管理的临床决策支持系统的开发提供信息,并为临床医生的决策努力提供指导。
    OBJECTIVE: To undertake a comprehensive investigation into both the process of information acquisition and the clinical decision-making process utilized by primary care nurses in the course of treating chronic wounds.
    METHODS: Scenario-based think-aloud method, enriched by the integration of information processing theory. The study was conducted within the framework of home care nursing organizations situated in Flanders, the Flemish speaking part of Belgium. A cohort of primary care nurses (n = 10), each possessing a minimum of one year of nursing experience, was recruited through the collaboration of three home care nursing organizations.
    METHODS: Two real-life clinical practice scenarios were employed for the interviews, with the researcher adopting the roles of either the patient or another clinician to enhance the realism of the think-aloud process. Each think-aloud session was promptly succeeded by a subsequent follow-up interview. The Consolidated criteria for Reporting Qualitative research checklist was followed to guarantee a consistent and complete report of the study.
    RESULTS: Amidst noticeable variations, a discernible pattern surfaced, delineating three sequential concepts: 1. gathering overarching information, 2. collecting and documenting wound-specific data, and 3. interpreting information to formulate wound treatment strategies. These concepts encompassed collaborative discussions with stakeholders, while the refinement of wound treatment strategies was interwoven within both concepts 2 and 3.
    CONCLUSIONS: Evident variations were identified in chronic wound care clinical decision-making, regardless of educational background or experience. These insights hold the potential to inform the development of clinical decision support systems for chronic wound management and provide guidance to clinicians in their decision-making endeavours.
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  • 文章类型: Journal Article
    背景:鉴于AI驱动的决策支持系统(AI-DSS)旨在协助医疗决策,临床医生愿意将AI-DSS纳入他们的实践是至关重要的。本研究以人工智能驱动的心电图(CTG)的使用为案例研究,一种AI-DSS,在产时护理的背景下。关注产科医生和助产士关于将人工智能驱动的工具纳入其实践的道德和信任相关问题的观点,本文探讨了AI驱动的CTG必须满足的条件,以便临床医生在将这种辅助技术纳入有关劳动干预的决策过程中感到合理。
    方法:本研究基于对8名产科医生和5名英国助产士进行的在线半结构化访谈。参与者被问及他们目前关于何时干预劳动的决策过程,人工智能驱动的CTG如何增强或破坏这一过程,以及他们需要什么才能信任这种技术。访谈被逐字转录,并通过主题分析进行分析。NVivo软件用于组织在访谈中反复出现的主题代码,以确定对参与者最重要的问题。确定了在访谈中重复的主题和主题,以构成本文分析和结论的基础。
    结果:我们与产科医生和助产士的访谈中出现了四个主要主题,这些主题涉及AI驱动的CTG必须满足的条件:(1)准确有效的风险评估的重要性;(2)个性化和个性化医疗的能力;(3)对开发技术的机构类型缺乏意义;(4)开发过程中需要透明度。
    结论:准确性,效率,个性化能力,透明度,和明确的证据表明,它可以改善结果是临床医生认为AI-DSS必须满足的条件,以便被认为是可靠的,因此值得纳入决策过程。重要的是,医疗保健专业人员认为自己是临床背景下的认知权威,也是提供适当护理的责任承担者。因此,对他们来说重要的是能够根据自己的条件评估AI-DSS的可靠性,并有信心在实践中实施。
    Given that AI-driven decision support systems (AI-DSS) are intended to assist in medical decision making, it is essential that clinicians are willing to incorporate AI-DSS into their practice. This study takes as a case study the use of AI-driven cardiotography (CTG), a type of AI-DSS, in the context of intrapartum care. Focusing on the perspectives of obstetricians and midwives regarding the ethical and trust-related issues of incorporating AI-driven tools in their practice, this paper explores the conditions that AI-driven CTG must fulfill for clinicians to feel justified in incorporating this assistive technology into their decision-making processes regarding interventions in labor.
    This study is based on semi-structured interviews conducted online with eight obstetricians and five midwives based in England. Participants were asked about their current decision-making processes about when to intervene in labor, how AI-driven CTG might enhance or disrupt this process, and what it would take for them to trust this kind of technology. Interviews were transcribed verbatim and analyzed with thematic analysis. NVivo software was used to organize thematic codes that recurred in interviews to identify the issues that mattered most to participants. Topics and themes that were repeated across interviews were identified to form the basis of the analysis and conclusions of this paper.
    There were four major themes that emerged from our interviews with obstetricians and midwives regarding the conditions that AI-driven CTG must fulfill: (1) the importance of accurate and efficient risk assessments; (2) the capacity for personalization and individualized medicine; (3) the lack of significance regarding the type of institution that develops technology; and (4) the need for transparency in the development process.
    Accuracy, efficiency, personalization abilities, transparency, and clear evidence that it can improve outcomes are conditions that clinicians deem necessary for AI-DSS to meet in order to be considered reliable and therefore worthy of being incorporated into the decision-making process. Importantly, healthcare professionals considered themselves as the epistemic authorities in the clinical context and the bearers of responsibility for delivering appropriate care. Therefore, what mattered to them was being able to evaluate the reliability of AI-DSS on their own terms, and have confidence in implementing them in their practice.
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